A Distributed Filtering Scheme to Mitigate Harmonics in Residential Distribution Systems
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents a novel scheme to mitigate harmonic distortions in modern residential distribution systems. The scheme deploys multiple low-voltage filters in randomly selected locations of a distribution system. The main challenges of such a distributed filtering scheme, cost of installation and hardware, are solved through an innovative filter configuration and installation concept, namely, the filter is a 240 V device that can be easily plugged into the sockets of utility revenue meters. Analytical, simulation, and economic studies have been conducted to understand the filter design parameters, performance characteristics, and cost implications. As an example application, the scheme is evaluated for mitigating an actual harmonic-caused telephone interference problem. The results show that the proposed scheme can be a promising option to reduce the harmonic distortions in selected areas of a distribution system.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it